{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "e1_Y75QXJS6h"
   },
   "source": [
    "### 整体步骤\n",
    "1. 导入数据\n",
    "2. 数据预处理\n",
    "3. 构建G和D网络\n",
    "4. 建立训练过程\n",
    "5. 训练\n",
    "6. 保存模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "e1_Y75QXJS6h"
   },
   "source": [
    "### 导入相关包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "WZKbyU2-AiY-"
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras import layers\n",
    "\n",
    "import numpy as np\n",
    "import os\n",
    "import time\n",
    "import glob\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython import display\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "wx-zNbLqB4K8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.2.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num GPUs Available:  1\n"
     ]
    }
   ],
   "source": [
    "# 检查GPU\n",
    "print(\"Num GPUs Available: \", len(tf.config.list_physical_devices('GPU')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iYn4MdZnKCey"
   },
   "source": [
    "### 加载数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "a4fYMGxGhrna"
   },
   "outputs": [],
   "source": [
    "(train_images, train_labels), (test_images, test_labels) = tf.keras.datasets.mnist.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60000, 28, 28)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "NFC2ghIdiZYE"
   },
   "outputs": [],
   "source": [
    "# reshape\n",
    "train_images = train_images.reshape(-1, 28, 28, 1).astype('float32')\n",
    "# 像素值调整到[-1,1]\n",
    "train_images = (train_images - 127.5) / 127.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60000, 28, 28, 1)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 打印数据集大小\n",
    "train_images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "S4PIDhoDLbsZ"
   },
   "outputs": [],
   "source": [
    "# 批次\n",
    "BATCH_SIZE = 256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "-yKCCQOoJ7cn"
   },
   "outputs": [],
   "source": [
    "# 构造dataset\n",
    "train_dataset = tf.data.Dataset.from_tensor_slices(train_images).shuffle(60000).batch(BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BatchDataset shapes: (None, 28, 28, 1), types: tf.float32>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAGt0lEQVR4nO3dTYjNfR/H8f8ZsrgiYuWhYSFZsGfBpJTysGFhJyXZSGSpLGwtZCSiWFjNxsPGwoLxkA1FFpIdNdhMkSllMedeWeie//dkHsxnzOu1vD79x++6797+df06ZzrdbrcB8vTN9gGAiYkTQokTQokTQokTQi2sxk6n4z/lwgzrdrudif65NyeEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEEieEWjjbB/gXDQwMlPvw8HDrNj4+Ps2n+TNPnz5t3fbu3Vs+OzY2Nt3Hmde8OSGUOCGUOCGUOCGUOCGUOCFUp9vtto+dTvv4D1uxYkW537x5s9y3b99e7kuWLGndqv8//oZOp9O69ff3l8+OjIyU+3///Vfue/bsmdS5mqZp9u3bV+4nT54s99HR0XKfSd1ud8J/OW9OCCVOCCVOCCVOCCVOCCVOCCVOCOUjYxO4dOlSue/evXtKP//Tp0+t25EjR8pne901Xr16dVJn+qU628+fP8tnN23aVO697hoPHz7cuvW65+x1P/zx48dyP3PmTLnPBm9OCCVOCCVOCCVOCCVOCCVOCCVOCOWecwJLly6d0Z8/NDTUuj148KB8dsuWLVP6s79+/Vru1ddfnjt3rnz2wIED5b58+fJyr3z//r3cT58+Xe53796d9J89W7w5IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IZTvrZ1Ar7vEZ8+eTennv3r1qnXbuXNn+Wyv7349ePBguT958qTcq+/UvXfvXvns4sWLy72X6ucPDg6Wzz5+/HhKf/Zs8r21MMeIE0KJE0KJE0KJE0KJE0KJE0K555yE48ePl/vFixfLva+v/e/E6g60aerfYdk0TfP58+dyHxgYKPfh4eHWbXx8vHy2+s7bpmma69evl3uvz4v+q9xzwhwjTgglTgglTgglTgglTgjlKmUSFixYUO6XL18u96NHj7ZuvX6V3YsXL8r9xo0b5X7+/Plyrz4y1uvX6N26davcz549W+7zlasUmGPECaHECaHECaHECaHECaHECaHcc86AtWvXlvujR49at/7+/uk+zh/pdCa8cmuapmm2bdtWPvv8+fPpPs684J4T5hhxQihxQihxQihxQihxQihxQij3nLNgw4YNrVuvXy+4fPny6T7Ob+7fv9+69fr1gj9+/Jju48wL7jlhjhEnhBInhBInhBInhBInhBInhFo42weYj1auXNm6LVq06C+e5P+9f/++dXOP+Xd5c0IocUIocUIocUIocUIocUIocUIon+ecAQMDA+U+PDzcuo2Pj0/zaf5MX1/739dr1qwpnx0ZGZnu48wLPs8Jc4w4IZQ4IZQ4IZQ4IZQ4IZSPjM2Affv2lXt1XVJdbTVN0zx8+LDcq6/dbJre1yHV2a5du1Y+e+jQoXIfHR0td37nzQmhxAmhxAmhxAmhxAmhxAmhxAmh3HOG6XWPuX///nLfuHFjud+5c6fcV61a1brt2rWrfHb9+vXl7p7zz3hzQihxQihxQihxQihxQihxQihxQij3nGEuXLhQ7mNjY+X+8uXLch8aGir3U6dOlTt/jzcnhBInhBInhBInhBInhBInhBInhHLPGWbdunWzfQRCeHNCKHFCKHFCKHFCKHFCKHFCKFcpM6DT6ZR7X1/734kDAwPls1euXJnUmX6ZytnevXtXPvvly5dJnYmJeXNCKHFCKHFCKHFCKHFCKHFCKHFCKPecM6Db7Zb7+Ph467Z69ery2R07dpT7o0ePyn0qZ3v9+nX57IcPH8qdP+PNCaHECaHECaHECaHECaHECaHECaHcc86Ajx8/TvrZrVu3lvvt27fL/e3bt+Xe39//x2f6xT3m3+XNCaHECaHECaHECaHECaHECaHECaE61ef7Op1O/eE/JmVwcLB1O3bsWPnsggULpvs4v6m+17bXHenIyMh0H2de6Ha7E/6P7s0JocQJocQJocQJocQJocQJocQJoXyecxacOHGidXvz5k357OLFi8t92bJl5b558+Zyf/r0aev27du38lmmlzcnhBInhBInhBInhBInhBInhPKRMZhlPjIGc4w4IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IZQ4IVT5eU5g9nhzQihxQihxQihxQihxQihxQqj/AThkRGhwyIpiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 预览数据集\n",
    "\n",
    "for x in train_dataset:\n",
    "    plt.axis(\"off\")\n",
    "    plt.imshow((x.numpy() * 127.5 + 127.5 )[0],cmap='gray')\n",
    "    break\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 网络架构"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](./data/model_arc.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-tEyxE-GMC48"
   },
   "source": [
    "### 生成器模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "6bpTcDqoLWjY"
   },
   "outputs": [],
   "source": [
    "# 构建生成器\n",
    "\n",
    "G_model = tf.keras.Sequential([\n",
    "    # 输入向量\n",
    "    layers.Dense(7*7*256, use_bias=False, input_shape=(100,)) ,\n",
    "    layers.BatchNormalization(),\n",
    "    layers.LeakyReLU(),\n",
    "    # reshape\n",
    "    layers.Reshape((7, 7, 256)) , #  7x7x256\n",
    "    #  use_bias=False\n",
    "    layers.Conv2DTranspose(128, 5, 1,  padding='same' ,use_bias=False), # 7 x 7 x 128\n",
    "    layers.BatchNormalization(),\n",
    "    layers.LeakyReLU(),\n",
    "    # 上采样 \n",
    "    layers.Conv2DTranspose(64, 5,2, padding='same' , use_bias=False), # 14 x 14 x 64\n",
    "    layers.BatchNormalization(),\n",
    "    layers.LeakyReLU(),\n",
    "    # 缩小通道数\n",
    "    layers.Conv2DTranspose(1, 5, 2, padding='same', use_bias=False, activation='tanh') # 28 x 28 x 1\n",
    "\n",
    "])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense (Dense)                (None, 12544)             1254400   \n",
      "_________________________________________________________________\n",
      "batch_normalization (BatchNo (None, 12544)             50176     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu (LeakyReLU)      (None, 12544)             0         \n",
      "_________________________________________________________________\n",
      "reshape (Reshape)            (None, 7, 7, 256)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose (Conv2DTran (None, 7, 7, 128)         819200    \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 7, 7, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_1 (Conv2DTr (None, 14, 14, 64)        204800    \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 14, 14, 64)        256       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 14, 14, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_2 (Conv2DTr (None, 28, 28, 1)         1600      \n",
      "=================================================================\n",
      "Total params: 2,330,944\n",
      "Trainable params: 2,305,472\n",
      "Non-trainable params: 25,472\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# 打印网络架构\n",
    "G_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GyWgG09LCSJl"
   },
   "source": [
    "### 随机噪声生成一张"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "gl7jcC7TdPTG"
   },
   "outputs": [],
   "source": [
    "# 随机噪声向量\n",
    "noise = tf.random.normal([1, 100])\n",
    "# 输入网络\n",
    "generated_image = G_model(noise, training=False)\n",
    "# 显示\n",
    "plt.imshow(generated_image[0], cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "D0IKnaCtg6WE"
   },
   "source": [
    "### 判别器模型\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "dw2tPLmk2pEP"
   },
   "outputs": [],
   "source": [
    "# 构建一个 CNN 的图片分类器。\n",
    "D_model = tf.keras.Sequential([\n",
    "    # 下采样\n",
    "    layers.Conv2D(64, 5, 2, padding='same',input_shape=[28, 28, 1]),  # 14 x 14 x 64\n",
    "    layers.BatchNormalization(),\n",
    "    layers.LeakyReLU(),\n",
    "    layers.Dropout(0.3),\n",
    "\n",
    "    # 下采样\n",
    "    layers.Conv2D(128, 5, 2, padding='same'), # 7 x 7 x 128\n",
    "    layers.BatchNormalization(),\n",
    "    layers.LeakyReLU(),\n",
    "    layers.Dropout(0.3),\n",
    "\n",
    "    # 拉直\n",
    "    layers.Flatten(),\n",
    "    # 判别\n",
    "    layers.Dense(1) # 1\n",
    "])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 14, 14, 64)        1664      \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 14, 14, 64)        256       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 14, 14, 64)        0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 14, 14, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 7, 7, 128)         204928    \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 7, 7, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 6272)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 6273      \n",
      "=================================================================\n",
      "Total params: 213,633\n",
      "Trainable params: 213,249\n",
      "Non-trainable params: 384\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "D_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QhPneagzCaQv"
   },
   "source": [
    "使用未训练的D对所生成的图像进行分类。真实图像输出正值，伪造图像输出负值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "gDkA05NE6QMs"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([[0.499211]], shape=(1, 1), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "# 将刚才随机生成的输入D网络查看输出结果\n",
    "decision = D_model(generated_image)\n",
    "print (decision)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0FMYgY_mPfTi"
   },
   "source": [
    "## 定义损失函数和优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "id": "psQfmXxYKU3X"
   },
   "outputs": [],
   "source": [
    "# 使用BCE LOSS函数\n",
    "cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "id": "iWCn_PVdEJZ7"
   },
   "outputs": [],
   "source": [
    "# 优化器\n",
    "generator_optimizer = tf.keras.optimizers.Adam(1e-4)\n",
    "discriminator_optimizer = tf.keras.optimizers.Adam(1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Rw1fkAczTQYh"
   },
   "source": [
    "## 定义训练循环\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "id": "3t5ibNo05jCB"
   },
   "outputs": [],
   "source": [
    "# 装饰函数以便被调用\n",
    "@tf.function\n",
    "def train_step(images):\n",
    "    \n",
    "    # 训练判别器\n",
    "    # 为了记录计算过程，使用梯度带GradientTape\n",
    "    with tf.GradientTape() as tape:\n",
    "        # 前传，真实样本判别输出\n",
    "        real_output = D_model(images, training=True)\n",
    "        # 构造label\n",
    "        ones_label = tf.ones_like(real_output)\n",
    "        # 计算loss\n",
    "        disc_loss = cross_entropy(ones_label,real_output)\n",
    "    # 计算梯度    \n",
    "    gradients_of_discriminator = tape.gradient(disc_loss, D_model.trainable_variables)\n",
    "    #优化模型，反向传递\n",
    "    discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, D_model.trainable_variables))\n",
    "    \n",
    "    with tf.GradientTape() as tape:\n",
    "        # 随机噪音\n",
    "        noise = tf.random.normal([BATCH_SIZE, noise_dim])\n",
    "        # 前传，伪造的图片\n",
    "        generated_images = G_model(noise, training=True)\n",
    "        # 前传，伪造图片的判别输出\n",
    "        fake_output = D_model(generated_images, training=True)\n",
    "        # label\n",
    "        zeros_label = tf.zeros_like(fake_output)\n",
    "        # 计算loss\n",
    "        disc_loss = cross_entropy( zeros_label,fake_output)\n",
    "    # 梯度\n",
    "    gradients_of_discriminator = tape.gradient(disc_loss, D_model.trainable_variables)\n",
    "    # 优化模型，反向传递\n",
    "    discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, D_model.trainable_variables))\n",
    "    \n",
    "    # 训练生成器\n",
    "    with tf.GradientTape() as tape:\n",
    "         # 随机噪音\n",
    "        noise = tf.random.normal([BATCH_SIZE, noise_dim])\n",
    "        # 产生的图片\n",
    "        generated_images = G_model(noise, training=True)\n",
    "        # 生成图片的判别输出\n",
    "        fake_output = D_model(generated_images, training=True)\n",
    "        # label\n",
    "        ones_label = tf.ones_like(fake_output)\n",
    "        # 计算loss\n",
    "        gen_loss = cross_entropy(ones_label,fake_output )\n",
    "    # 梯度    \n",
    "    gradients_of_generator = tape.gradient(gen_loss, G_model.trainable_variables)\n",
    "    # 优化模型，反向传递\n",
    "    generator_optimizer.apply_gradients(zip(gradients_of_generator, G_model.trainable_variables))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 开始训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "EPOCHS = 200\n",
    "# 输入维度\n",
    "noise_dim = 100\n",
    "#希望产生样本数量\n",
    "num_examples_to_generate = 16\n",
    "# 随机正态分布噪声\n",
    "noise_seed = tf.random.normal([num_examples_to_generate, noise_dim])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第1个Epoch训练时间:20.03965973854065 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第2个Epoch训练时间:17.828113555908203 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第3个Epoch训练时间:17.707879066467285 s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第199个Epoch训练时间:17.730615615844727 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第200个Epoch训练时间:17.648266553878784 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 开始训练\n",
    "for epoch in range(EPOCHS):\n",
    "    # 遍历dataset\n",
    "    start_time = time.time()\n",
    "    for imgs_batch in train_dataset:\n",
    "        # 训练\n",
    "        train_step(imgs_batch)\n",
    "        \n",
    "    print('第{}个Epoch训练时间:{} s'.format(epoch+1,time.time()-start_time))\n",
    "    # 显示当前G可以产生的画面，并保存\n",
    "    predictions = G_model(noise_seed, training=False)\n",
    "    fig = plt.figure(figsize=(4, 4))\n",
    "    for i in range(predictions.shape[0]):\n",
    "        plt.subplot(4, 4, i+1)\n",
    "        plt.imshow(predictions[i] *127.5 + 127.5, cmap='gray')\n",
    "        plt.axis('off')\n",
    "    plt.savefig('gen_minist/image_at_epoch_{:04d}.png'.format(epoch))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "id": "2M7LmLtGEMQJ"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: ./data/minist_G_model\\assets\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# 保存模型\n",
    "G_model.save('./data/minist_G_model')"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "dcgan.ipynb",
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
